Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: USH1C

Gene summary for USH1C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USH1C

Gene ID

10083

Gene nameUSH1 protein network component harmonin
Gene AliasAIE-75
Cytomap11p15.1
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

A0A0S2Z4V1


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
10083USH1CHTA11_3410_2000001011HumanColorectumAD2.79e-043.11e-020.0155
10083USH1CHTA11_2487_2000001011HumanColorectumSER3.81e-096.05e-01-0.1808
10083USH1CHTA11_1938_2000001011HumanColorectumAD2.98e-055.65e-01-0.0811
10083USH1CHTA11_78_2000001011HumanColorectumAD1.35e-024.11e-01-0.1088
10083USH1CHTA11_347_2000001011HumanColorectumAD5.53e-156.44e-01-0.1954
10083USH1CHTA11_411_2000001011HumanColorectumSER8.09e-101.28e+00-0.2602
10083USH1CHTA11_696_2000001011HumanColorectumAD4.65e-156.13e-01-0.1464
10083USH1CHTA11_1391_2000001011HumanColorectumAD6.54e-107.45e-01-0.059
10083USH1CHTA11_866_3004761011HumanColorectumAD6.04e-054.68e-010.096
10083USH1CHTA11_8622_2000001021HumanColorectumSER2.07e-025.90e-010.0528
10083USH1CHTA11_7696_3000711011HumanColorectumAD4.63e-022.88e-010.0674
10083USH1CHTA11_99999965104_69814HumanColorectumMSS4.98e-023.24e-010.281
10083USH1CHTA11_99999971662_82457HumanColorectumMSS4.80e-148.56e-010.3859
10083USH1CHTA11_99999973899_84307HumanColorectumMSS3.69e-046.18e-010.2585
10083USH1CHTA11_99999974143_84620HumanColorectumMSS3.99e-166.40e-010.3005
10083USH1CA015-C-203HumanColorectumFAP6.06e-18-3.14e-01-0.1294
10083USH1CA002-C-201HumanColorectumFAP1.94e-03-1.68e-010.0324
10083USH1CA001-C-119HumanColorectumFAP3.17e-02-2.57e-01-0.1557
10083USH1CA001-C-108HumanColorectumFAP4.87e-08-1.48e-01-0.0272
10083USH1CA002-C-205HumanColorectumFAP4.69e-10-2.50e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0032535ColorectumADregulation of cellular component size142/3918383/187231.74e-133.41e-11142
GO:0061572ColorectumADactin filament bundle organization60/3918161/187231.33e-064.23e-0560
GO:0051017ColorectumADactin filament bundle assembly58/3918157/187232.74e-067.89e-0558
GO:0032530ColorectumADregulation of microvillus organization10/391813/187232.43e-054.69e-0410
GO:0032528ColorectumADmicrovillus organization14/391824/187236.90e-051.11e-0314
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:0035315ColorectumADhair cell differentiation21/391847/187232.14e-042.82e-0321
GO:0042491ColorectumADinner ear auditory receptor cell differentiation17/391838/187238.26e-048.13e-0317
GO:0042490ColorectumADmechanoreceptor differentiation24/391867/187233.48e-032.52e-0224
GO:0048568ColorectumADembryonic organ development112/3918427/187234.60e-033.14e-02112
GO:0009913ColorectumADepidermal cell differentiation58/3918202/187235.16e-033.42e-0258
GO:0008544ColorectumADepidermis development87/3918324/187235.99e-033.76e-0287
GO:0060119ColorectumADinner ear receptor cell development17/391845/187237.10e-034.33e-0217
GO:00070151ColorectumSERactin filament organization134/2897442/187231.39e-155.70e-13134
GO:00325351ColorectumSERregulation of cellular component size115/2897383/187233.04e-131.10e-10115
GO:00325301ColorectumSERregulation of microvillus organization10/289713/187231.41e-066.46e-0510
GO:00325281ColorectumSERmicrovillus organization14/289724/187231.83e-067.80e-0514
GO:00615721ColorectumSERactin filament bundle organization48/2897161/187232.97e-061.19e-0448
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
USH1CSNVMissense_Mutationc.502N>Ap.Gly168Serp.G168SQ9Y6N9protein_codingdeleterious(0)probably_damaging(0.971)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
USH1CSNVMissense_Mutationnovelc.1149N>Cp.Gln383Hisp.Q383HQ9Y6N9protein_codingtolerated_low_confidence(0.13)possibly_damaging(0.679)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USH1CSNVMissense_Mutationc.370G>Ap.Asp124Asnp.D124NQ9Y6N9protein_codingdeleterious(0.02)possibly_damaging(0.813)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USH1CSNVMissense_Mutationrs201644053c.2500N>Ap.Asp834Asnp.D834NQ9Y6N9protein_codingdeleterious_low_confidence(0)possibly_damaging(0.514)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USH1CSNVMissense_Mutationnovelc.1455N>Tp.Lys485Asnp.K485NQ9Y6N9protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USH1CSNVMissense_Mutationrs774988386c.1754N>Tp.Ser585Phep.S585FQ9Y6N9protein_codingdeleterious_low_confidence(0.01)benign(0.084)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USH1CSNVMissense_Mutationc.1954N>Tp.His652Tyrp.H652YQ9Y6N9protein_codingtolerated_low_confidence(0.38)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
USH1CSNVMissense_Mutationrs397517883c.587G>Ap.Arg196Glnp.R196QQ9Y6N9protein_codingtolerated(0.11)benign(0.32)TCGA-E2-A56Z-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
USH1CSNVMissense_Mutationc.2281N>Cp.Glu761Glnp.E761QQ9Y6N9protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.991)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
USH1CSNVMissense_Mutationc.2498N>Gp.Ile833Serp.I833SQ9Y6N9protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-EW-A1P5-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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